{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2644758a-0605-4ba5-bece-d8f2290d92bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from skimage import io\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from skimage.restoration import denoise_wavelet\n",
    "from skimage.metrics import peak_signal_noise_ratio as psnr\n",
    "\n",
    "clean_img=io.imread(\"img/cat.png\",as_gray=True)\n",
    "noisy_img=io.imread(\"img/cat_noisy.jpg\",as_gray=True)\n",
    "\n",
    "psnr_list=[]#创建一个信噪比的空列表\n",
    "sigma_value=np.arange(0.01,1,0.01)\n",
    "\n",
    "for sigma in sigma_value:\n",
    "    wavelet_img=denoise_wavelet(noisy_img,sigma)\n",
    "    wavelet_psnr=psnr(clean_img,wavelet_img)\n",
    "    psnr_list.append(wavelet_psnr)\n",
    "psnr=np.array(psnr_list)\n",
    "\n",
    "wavelet_img=denoise_wavelet(noisy_img,sigma_value[np.argmax(psnr)])\n",
    "\n",
    "fg,ax=plt.subplots(1,4,figsize=(10,5))\n",
    "ax[0].imshow(clean_img,cmap='gray')\n",
    "ax[0].set_title(\"Noise_Free Image\",size=8)\n",
    "ax[1].imshow(noisy_img,cmap='gray')\n",
    "ax[1].set_title(\"Noise Image\",size=8)\n",
    "ax[2].imshow(wavelet_img,cmap='gray')\n",
    "ax[2].set_title(\"Wavelet Denoised(Best Sigma:{0:0.2f},PSNR:{1:0.2f})\".format(sigma_value[np.argmax(psnr)],np.max(psnr)),size=8)\n",
    "ax[3].plot(sigma_value,psnr)\n",
    "ax[3].set_title(\"PSNR vs Sigma\",size=8)\n",
    "corrd=\"({0:0.2f},{1:0.2f}))\".format(sigma_value[np.argmax(psnr)],np.max(psnr))\n",
    "ax[3].text(sigma_value[np.argmax(psnr)],np.max(psnr),s=corrd)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c0539383-054f-4ff6-8e98-f1ec4d73619e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "af6c1aae729944a9acd42f523a436dc8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='img_list', options=(('MRI', ('img/MRI_clean.tif', 'img/MRI_noisy.t…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.optimize_denoise(img_list)>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from skimage import io\n",
    "import ipywidgets\n",
    "import numpy as np\n",
    "from skimage import img_as_float\n",
    "from skimage.metrics import peak_signal_noise_ratio as psnr\n",
    "from skimage.restoration import (denoise_tv_chambolle, denoise_bilateral, denoise_wavelet, denoise_nl_means)\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def fft2_denoise(im):\n",
    "    h,w=im.shape\n",
    "    fCoef=np.fft.fft2(im)\n",
    "    amp_im_fft=np.log(np.abs(fCoef))\n",
    "    keep = 0.1  \n",
    "    mask = np.ones((h, w))\n",
    "    h_min = int(h * keep)\n",
    "    h_max = int(h * (1 - keep))  \n",
    "    w_min = int(w * keep)\n",
    "    w_max = int(w * (1 - keep))  \n",
    "    mask[h_min:h_max, :] = 0\n",
    "    mask[:, w_min:w_max] = 0\n",
    "    fCoef_mask=fCoef*mask\n",
    "    im_denoised=np.fft.ifft2(fCoef_mask).real\n",
    "    return im_denoised\n",
    "\n",
    "def optimize_denoise(img_list):\n",
    "    clean_img=img_as_float(io.imread(img_list[0],as_gray=True)) # 原图\n",
    "    noisy_img=img_as_float(io.imread(img_list[1],as_gray=True)) # 噪音图像\n",
    "    # 1. 双边滤波去噪\n",
    "    bilateral_img = denoise_bilateral(noisy_img, multichannel=False) \n",
    "    # 2. 全变分去噪\n",
    "    tv_img = denoise_tv_chambolle(noisy_img)\n",
    "    # 3. 小波去噪\n",
    "    wavelet_img = denoise_wavelet(noisy_img)\n",
    "    # 4. Skimage的非局部均值去噪\n",
    "    NLM_skimg_denoise_img = denoise_nl_means(noisy_img, patch_size=9, patch_distance=5)\n",
    "    \n",
    "    # 计算所有算法的PSNR\n",
    "    bilateral_psnr = psnr(clean_img, bilateral_img)\n",
    "    tv_psnr = psnr(clean_img, tv_img)\n",
    "    wavelet_psnr = psnr(clean_img, wavelet_img)\n",
    "    NLM_psnr = psnr(clean_img, NLM_skimg_denoise_img)\n",
    "    fft2_psnr=psnr(clean_img,fft2_denoise(noisy_img))\n",
    "    \n",
    "    print(\"bilateral PSNR:\",bilateral_psnr)\n",
    "    print(\"tv PSNR:\",tv_psnr)\n",
    "    print(\"wavelet PSNR:\",wavelet_psnr)\n",
    "    print(\"NLM PSNR:\",NLM_psnr)\n",
    "    print(\"fft2 PSNR:\",fft2_psnr)\n",
    "    \n",
    "    psnr_list=np.array([bilateral_psnr,tv_psnr,wavelet_psnr,NLM_psnr,fft2_psnr])\n",
    "    i=np.argmax(psnr_list)\n",
    "    img_list=np.array([bilateral_img,tv_img,wavelet_img,NLM_skimg_denoise_img,fft2_denoise(noisy_img)])\n",
    "    algorithm_list=np.array(['bilateral','tv','wavelet','NLM','fft2'])\n",
    "    \n",
    "    fg,ax=plt.subplots(1,3,figsize=(15,8))\n",
    "    ax[0].imshow(clean_img,cmap=\"gray\")\n",
    "    ax[0].set_title(\"clean_img\")\n",
    "    ax[1].imshow(noisy_img,cmap=\"gray\")\n",
    "    ax[1].set_title(\"noisy_img\")\n",
    "    ax[2].imshow(img_list[i],cmap=\"gray\")\n",
    "    ax[2].set_title(\"{0}:{1}\".format(algorithm_list[i],psnr_list[i]))\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "a = ipywidgets.Dropdown(\n",
    "    options=[('MRI', (\"img/MRI_clean.tif\",\"img/MRI_noisy.tif\")),\n",
    "             ('cat', (\"img/cat.png\",\"img/cat_noisy.jpg\")),\n",
    "             ('balloon', (\"img/balloon.jpg\",\"img/balloon_noisy.jpg\")),\n",
    "             ('einstein', (\"img/einstein.jpg\",\"img/einstein_noisy.jpg\")),\n",
    "             ]\n",
    "    )\n",
    "ipywidgets.interact(optimize_denoise, img_list=a)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fbba102f-612b-498c-a0dc-774e291a6050",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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